{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring photon heights with ICESat-2 (ATL03)\n",
    "\n",
    "Information obtained primarily from the ATL03 Algorithm Theoretical Basis Document (ATBD, Neumann et al., 2019) and the NSIDC product description page: https://nsidc.org/data/atl03.   \n",
    "\n",
    "* Notebook author: Ellen Buckley, heavily based on 2019 Hackweek notebook by Alek Petty, and relying extensively on the ATBD and product description.   \n",
    "* Description: Notebook describing the ICESat-2 ATL03 product.   \n",
    "* Input requirements: Any example ATL03 data file.   \n",
    "* Date: June 2020\n",
    "* More info: See the ATL03 Algorithm Theoretical Basis Document (ATBD): https://icesat-2.gsfc.nasa.gov/sites/default/files/page_files/ICESat2_ATL03_ATBD_r001.pdf and the known issues document: https://nsidc.org/sites/nsidc.org/files/technical-references/ATL03_Known_Issues_May2019.pdf\n",
    "\n",
    "## Notebook objectives\n",
    "* General understanding of the data included in a typical ATL03 file.\n",
    "* Reading in, plotting and basic analysis of ATL03 data.\n",
    "* What we can learn from ATL03 to derive the ATL07 surface height segments\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime as dt\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy.crs as ccrs\n",
    "import h5py  \n",
    "#import s3fs\n",
    "from astropy.time import Time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Select and Import Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Granule Selection\n",
    "\n",
    "ATL03 data are separated into granules that make up 1/14th of an orbit, so there are 14 regions. The Arctic regions are 03, 04, and 05.\n",
    "\n",
    "region 03: 59.5° N → 80° N (ascending)\n",
    "\n",
    "region 04: 80° N (ascending) → 80° N (descending)\n",
    "\n",
    "region 05: 80° N → 59.5° N (descending)\n",
    "\n",
    "Image showing ATL03 polar regions: credit Tyler Sutterly, github.com/tsutterley/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](ICESat-2_granules_polar.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will work with one granule from region 04 in this notebook, you can either grab it from Amazon S3 (at the hackweek) or download from NSIDC if you are running this on your local machine:\n",
    "\n",
    "ATL03_20190206123200_06120204_002_01.h5\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "fname='ATL03_20190206123200_06120204_002_01.h5'\n",
    "f = h5py.File(fname, 'r')\n",
    "#check to see if it is forward (1)  or backward (0) orientation to know which beam is strong/weak\n",
    "print(f['orbit_info/sc_orient'][0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "in backward orientation, left beams are strong, right are weak. Lets choose the gt1l, a strong beam. Now we bring in basic parameters and store into dataframe\n",
    "* lat_ph: latitude (decimal degrees) of each received photon\n",
    "* lon_ph: longitude (decimal degrees) of each received photon \n",
    "* h_ph:  height of each received photon, relative to the WGS-84 ellipsoid (with some, not all corrections applied, see background info above)\n",
    "* delta_time: seconds from ATLAS Standard Data Product Epoch. use the epoch parameter to convert to gps time\n",
    "* signal_conf_ph: confidence associated with each photon, column for each surface type. column [2] for sea ice. confidence level 0: noise 1: buffer 2: low 3: medium 4: high"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "beam='gt1l'\n",
    "heights=f[beam+'/heights/h_ph'][:]\n",
    "lats=f[beam+'/heights/lat_ph'][:]\n",
    "lons=f[beam+'/heights/lon_ph'][:]\n",
    "# time is in seconds \n",
    "dt=f[beam+'/heights/delta_time'][:]\n",
    "epoch=f['/ancillary_data/atlas_sdp_gps_epoch'][0]\n",
    "#time= Time(epoch+dt,format='gps')\n",
    "conf=f[beam+'/heights/signal_conf_ph'][:,2] #choose column 2 for confidence of sea ice photons\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lats</th>\n",
       "      <th>lons</th>\n",
       "      <th>heights</th>\n",
       "      <th>dt</th>\n",
       "      <th>conf</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>79.990105</td>\n",
       "      <td>-48.420387</td>\n",
       "      <td>1988.997803</td>\n",
       "      <td>3.469152e+07</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>79.990104</td>\n",
       "      <td>-48.420387</td>\n",
       "      <td>1989.362915</td>\n",
       "      <td>3.469152e+07</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>79.990104</td>\n",
       "      <td>-48.420387</td>\n",
       "      <td>1989.231079</td>\n",
       "      <td>3.469152e+07</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>79.990104</td>\n",
       "      <td>-48.420387</td>\n",
       "      <td>1989.333374</td>\n",
       "      <td>3.469152e+07</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>79.990105</td>\n",
       "      <td>-48.420389</td>\n",
       "      <td>1985.447388</td>\n",
       "      <td>3.469152e+07</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        lats       lons      heights            dt  conf\n",
       "0  79.990105 -48.420387  1988.997803  3.469152e+07    -1\n",
       "1  79.990104 -48.420387  1989.362915  3.469152e+07    -1\n",
       "2  79.990104 -48.420387  1989.231079  3.469152e+07    -1\n",
       "3  79.990104 -48.420387  1989.333374  3.469152e+07    -1\n",
       "4  79.990105 -48.420389  1985.447388  3.469152e+07    -1"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df03=pd.DataFrame({'lats':lats,'lons':lons,'heights':heights,'dt':dt,'conf':conf})\n",
    "df03.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Map data\n",
    "\n",
    "Here we are using cartopy to map the data. Because ATL03 granules contain A LOT of data, we can subset the data and take every 1000th point to get an idea of where the data are and what the variables look like."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Map the data to see location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1177f1160>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var= 'heights' #choose which variable we want to plot\n",
    "\n",
    "## we will want to set colorbar parameters based on the chosen variable\n",
    "vmin=-10\n",
    "vmax=30\n",
    "ticks=np.arange(-20,100,5)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(8,8), dpi= 90)\n",
    "ax = plt.axes(projection=ccrs.NorthPolarStereo(central_longitude=0)) # choose polar sterographic for projection\n",
    "ax.coastlines(resolution='50m', color='black', linewidth=1)\n",
    "ax.set_extent([-180, 180, 60, 90], ccrs.PlateCarree())\n",
    "plt.scatter(df03['lons'][::1000], df03['lats'][::1000],c=df03[var][::1000], cmap='viridis', vmin=vmin,vmax=vmax,transform=ccrs.PlateCarree())\n",
    "plt.colorbar(label=var, shrink=0.5, ticks=ticks,extend='both')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot a closer look at the data\n",
    "\n",
    "Here we are subsetting the data based on a region of interest. We have to correct the time variable because it is in gps seconds. We also will want to look at alongtrack distance, so we will calculate distance from the first point in our subsetted data. Then we will plot height v. time and height v. alongtrack distance. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Closer look at section"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [],
   "source": [
    "lonmin,lonmax,latmin,latmax= [-64,-51,82,83]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>conf</th>\n",
       "      <th>dt</th>\n",
       "      <th>heights</th>\n",
       "      <th>lats</th>\n",
       "      <th>lons</th>\n",
       "      <th>time</th>\n",
       "      <th>AT_dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7112727</th>\n",
       "      <td>4</td>\n",
       "      <td>3.469162e+07</td>\n",
       "      <td>19.335434</td>\n",
       "      <td>86.000002</td>\n",
       "      <td>-67.839525</td>\n",
       "      <td>2019-02-06 12:33:39.790575</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7112728</th>\n",
       "      <td>4</td>\n",
       "      <td>3.469162e+07</td>\n",
       "      <td>19.146452</td>\n",
       "      <td>86.000002</td>\n",
       "      <td>-67.839526</td>\n",
       "      <td>2019-02-06 12:33:39.790575</td>\n",
       "      <td>0.002358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7112729</th>\n",
       "      <td>4</td>\n",
       "      <td>3.469162e+07</td>\n",
       "      <td>19.043926</td>\n",
       "      <td>86.000002</td>\n",
       "      <td>-67.839526</td>\n",
       "      <td>2019-02-06 12:33:39.790575</td>\n",
       "      <td>0.003638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7112730</th>\n",
       "      <td>4</td>\n",
       "      <td>3.469162e+07</td>\n",
       "      <td>19.220772</td>\n",
       "      <td>86.000002</td>\n",
       "      <td>-67.839526</td>\n",
       "      <td>2019-02-06 12:33:39.790575</td>\n",
       "      <td>0.001431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7112731</th>\n",
       "      <td>4</td>\n",
       "      <td>3.469162e+07</td>\n",
       "      <td>19.497667</td>\n",
       "      <td>86.000002</td>\n",
       "      <td>-67.839525</td>\n",
       "      <td>2019-02-06 12:33:39.790575</td>\n",
       "      <td>0.002024</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         conf            dt    heights       lats       lons  \\\n",
       "7112727     4  3.469162e+07  19.335434  86.000002 -67.839525   \n",
       "7112728     4  3.469162e+07  19.146452  86.000002 -67.839526   \n",
       "7112729     4  3.469162e+07  19.043926  86.000002 -67.839526   \n",
       "7112730     4  3.469162e+07  19.220772  86.000002 -67.839526   \n",
       "7112731     4  3.469162e+07  19.497667  86.000002 -67.839525   \n",
       "\n",
       "                              time   AT_dist  \n",
       "7112727 2019-02-06 12:33:39.790575  0.000000  \n",
       "7112728 2019-02-06 12:33:39.790575  0.002358  \n",
       "7112729 2019-02-06 12:33:39.790575  0.003638  \n",
       "7112730 2019-02-06 12:33:39.790575  0.001431  \n",
       "7112731 2019-02-06 12:33:39.790575  0.002024  "
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## create bounding box of interest:\n",
    "lonmin,lonmax,latmin,latmax= [-90,-30,86,86.1]\n",
    "\n",
    "bbox=(df03['lons']>lonmin)&(df03['lons']<lonmax)&(df03['lats']>latmin)&(df03['lats']<latmax)\n",
    "df_cut=df03[bbox]\n",
    "\n",
    "## correct time\n",
    "df_cut['time']=Time(epoch+df_cut['dt'],format='gps').utc.datetime\n",
    "\n",
    "## calculate along track distance: using vincenty method from geopy.distance\n",
    "coords_1 = (df_cut.lats.values[0], df_cut.lons.values[0]) #set reference lat,lon\n",
    "ATdis= lambda a,b: vincenty(coords_1, (a, b)).m #create function to apply to columns of df\n",
    "\n",
    "df_cut['AT_dist']= df_cut.apply(lambda x: ATdis(x.lats, x.lons), axis=1)\n",
    "\n",
    "df_cut.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Height v. Time plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1,1,figsize=(15,4))\n",
    "plt.scatter(df_cut.time.values[df_cut.conf==1],df_cut.heights.values[df_cut.conf==1],c='r',s=1)\n",
    "plt.scatter(df_cut.time.values[df_cut.conf==2],df_cut.heights.values[df_cut.conf==2],c='orange',s=1)\n",
    "plt.scatter(df_cut.time.values[df_cut.conf==3],df_cut.heights.values[df_cut.conf==3],c='g',s=1)\n",
    "plt.scatter(df_cut.time.values[df_cut.conf==4],df_cut.heights.values[df_cut.conf==4],c='g',s=1)\n",
    "plt.xlabel('UTC time',fontsize=20)\n",
    "plt.ylabel('heights',fontsize=20)\n",
    "plt.ylim(15,25);\n",
    "plt.xlim(df_cut.time.values[0],df_cut.time.values[-1]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Height v. along track distance plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1,1,figsize=(15,4))\n",
    "plt.scatter(df_cut.AT_dist.values[df_cut.conf==1],df_cut.heights.values[df_cut.conf==1],c='r',s=1)\n",
    "plt.scatter(df_cut.AT_dist.values[df_cut.conf==2],df_cut.heights.values[df_cut.conf==2],c='orange',s=1)\n",
    "plt.scatter(df_cut.AT_dist.values[df_cut.conf==3],df_cut.heights.values[df_cut.conf==3],c='g',s=1)\n",
    "plt.scatter(df_cut.AT_dist.values[df_cut.conf==4],df_cut.heights.values[df_cut.conf==4],c='g',s=1)\n",
    "plt.xlabel('alongtrack distance (m)',fontsize=20)\n",
    "plt.ylabel('heights',fontsize=20)\n",
    "plt.ylim(15,25);\n",
    "plt.xlim(df_cut.AT_dist.values[0],df_cut.AT_dist.values[-1]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at just 1 km of data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1,1,figsize=(15,4))\n",
    "plt.scatter(df_cut.AT_dist.values[df_cut.conf==1],df_cut.heights.values[df_cut.conf==1],c='r',s=1)\n",
    "plt.scatter(df_cut.AT_dist.values[df_cut.conf==2],df_cut.heights.values[df_cut.conf==2],c='orange',s=1)\n",
    "plt.scatter(df_cut.AT_dist.values[df_cut.conf==3],df_cut.heights.values[df_cut.conf==3],c='g',s=1)\n",
    "plt.scatter(df_cut.AT_dist.values[df_cut.conf==4],df_cut.heights.values[df_cut.conf==4],c='g',s=1)\n",
    "plt.xlabel('alongtrack distance (m)',fontsize=20)\n",
    "plt.ylabel('heights',fontsize=20)\n",
    "plt.ylim(15,25);\n",
    "plt.xlim(df_cut.AT_dist.values[0],1000);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we can see the high confidence surface photons in green. The background photons (red) are from subsurface scattering. Note that if we were looking at summer data there would be more background photons above the surface due to the solar background."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Look at strong beam v. weak beam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>conf</th>\n",
       "      <th>dt</th>\n",
       "      <th>heights</th>\n",
       "      <th>lats</th>\n",
       "      <th>lons</th>\n",
       "      <th>time</th>\n",
       "      <th>AT_dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>3.469162e+07</td>\n",
       "      <td>19.301861</td>\n",
       "      <td>86.000002</td>\n",
       "      <td>-67.828278</td>\n",
       "      <td>2019-02-06 12:33:40.130075</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>3.469162e+07</td>\n",
       "      <td>19.333200</td>\n",
       "      <td>86.000002</td>\n",
       "      <td>-67.828278</td>\n",
       "      <td>2019-02-06 12:33:40.130075</td>\n",
       "      <td>0.000341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>3.469162e+07</td>\n",
       "      <td>19.291342</td>\n",
       "      <td>86.000002</td>\n",
       "      <td>-67.828278</td>\n",
       "      <td>2019-02-06 12:33:40.130075</td>\n",
       "      <td>0.000115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>3.469162e+07</td>\n",
       "      <td>19.254053</td>\n",
       "      <td>86.000002</td>\n",
       "      <td>-67.828278</td>\n",
       "      <td>2019-02-06 12:33:40.130075</td>\n",
       "      <td>0.000520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>3.469162e+07</td>\n",
       "      <td>19.430183</td>\n",
       "      <td>86.000007</td>\n",
       "      <td>-67.828325</td>\n",
       "      <td>2019-02-06 12:33:40.130175</td>\n",
       "      <td>0.709347</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   conf            dt    heights       lats       lons  \\\n",
       "0     4  3.469162e+07  19.301861  86.000002 -67.828278   \n",
       "1     4  3.469162e+07  19.333200  86.000002 -67.828278   \n",
       "2     4  3.469162e+07  19.291342  86.000002 -67.828278   \n",
       "3     4  3.469162e+07  19.254053  86.000002 -67.828278   \n",
       "4     4  3.469162e+07  19.430183  86.000007 -67.828325   \n",
       "\n",
       "                        time   AT_dist  \n",
       "0 2019-02-06 12:33:40.130075  0.000000  \n",
       "1 2019-02-06 12:33:40.130075  0.000341  \n",
       "2 2019-02-06 12:33:40.130075  0.000115  \n",
       "3 2019-02-06 12:33:40.130075  0.000520  \n",
       "4 2019-02-06 12:33:40.130175  0.709347  "
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# pull in weak beam, combining bounding box, time correction, alongtrack distance calculation.\n",
    "lonmin,lonmax,latmin,latmax= [-90,-30,86,86.1]\n",
    "\n",
    "## split up data by photon confidence\n",
    "\n",
    "beam='gt1r'\n",
    "heights=f[beam+'/heights/h_ph'][:]\n",
    "lats=f[beam+'/heights/lat_ph'][:]\n",
    "lons=f[beam+'/heights/lon_ph'][:]\n",
    "dt=f[beam+'/heights/delta_time'][:] # time is in seconds \n",
    "epoch=f['/ancillary_data/atlas_sdp_gps_epoch'][0]\n",
    "\n",
    "conf=f[beam+'/heights/signal_conf_ph'][:,2] #choose column 2 for confidence of sea ice photons\n",
    "\n",
    "bbox=(lons>lonmin)&(lons<lonmax)&(lats>latmin)&(lats<latmax)\n",
    "df_cut_w=pd.DataFrame({'lats':lats[bbox],'lons':lons[bbox],'heights':heights[bbox],'dt':dt[bbox],'conf':conf[bbox]})\n",
    "## correct time\n",
    "df_cut_w['time']=Time(epoch+df_cut_w['dt'],format='gps').utc.datetime\n",
    "\n",
    "## calculate along track distance: using vincenty method from geopy.distance\n",
    "coords_1 = (df_cut_w.lats.values[0], df_cut_w.lons.values[0]) #set reference lat,lon\n",
    "\n",
    "df_cut_w['AT_dist']= df_cut_w.apply(lambda x: ATdis(x.lats, x.lons), axis=1)\n",
    "\n",
    "\n",
    "df_cut_w.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(2,1,figsize=(15,4), sharex=True)\n",
    "\n",
    "ax[0].scatter(df_cut.AT_dist.values[df_cut.conf==1],df_cut.heights.values[df_cut.conf==1],c='r',s=1)\n",
    "ax[0].scatter(df_cut.AT_dist.values[df_cut.conf==2],df_cut.heights.values[df_cut.conf==2],c='orange',s=1)\n",
    "ax[0].scatter(df_cut.AT_dist.values[df_cut.conf==3],df_cut.heights.values[df_cut.conf==3],c='g',s=1)\n",
    "ax[0].scatter(df_cut.AT_dist.values[df_cut.conf==4],df_cut.heights.values[df_cut.conf==4],c='g',s=1)\n",
    "ax[0].set_ylabel('heights',fontsize=20)\n",
    "ax[0].tick_params(labelsize=12)\n",
    "ax[0].set_ylim(15,22);\n",
    "ax[0].text(800,21,'gt1r: strong beam',fontsize=16)\n",
    "\n",
    "\n",
    "ax[1].scatter(df_cut_w.AT_dist.values[df_cut_w.conf==1],df_cut_w.heights.values[df_cut_w.conf==1],c='r',s=1)\n",
    "ax[1].scatter(df_cut_w.AT_dist.values[df_cut_w.conf==2],df_cut_w.heights.values[df_cut_w.conf==2],c='orange',s=1)\n",
    "ax[1].scatter(df_cut_w.AT_dist.values[df_cut_w.conf==3],df_cut_w.heights.values[df_cut_w.conf==3],c='g',s=1)\n",
    "ax[1].scatter(df_cut_w.AT_dist.values[df_cut_w.conf==4],df_cut_w.heights.values[df_cut_w.conf==4],c='g',s=1)\n",
    "ax[1].set_ylabel('heights',fontsize=20)\n",
    "ax[1].tick_params(labelsize=12)\n",
    "ax[1].set_ylim(15,22);\n",
    "ax[1].text(800,21,'gt1l: weak beam',fontsize=16)\n",
    "\n",
    "plt.xlabel('alongtrack distance (m)',fontsize=20)\n",
    "plt.xlim(df_cut.AT_dist.values[0],1000);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice fewer returns from the weak beam. The energy ratio between the weak and strong beams is approximately 1:4 and are separated by 90 m in the across-track direction. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
